{
 "cells": [
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": [
    "\"\"\"\n",
    "    成长因子\n",
    "    1. 扣非净利润季度同比\n",
    "        * 分行业回测：电力设备，电子，钢铁，公用事业，机械设备，汽车，轻工制造\n",
    "\"\"\""
   ],
   "id": "9b4d715e5ee698df"
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-09-12T13:38:30.972144Z",
     "start_time": "2025-09-12T13:38:27.318607Z"
    }
   },
   "source": [
    "from factorPool.fundamental_quant import profit_growth\n",
    "from factorAnaly.financialEngine import FinancialFactor\n",
    "import pandas as pd\n",
    "from data_resource.data_bases import engine\n",
    "from utilities.utilities_statics import factor_standardize"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-12T13:38:33.664656Z",
     "start_time": "2025-09-12T13:38:32.398631Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 原始数据\n",
    "raw_growth = profit_growth()"
   ],
   "id": "5345f6ff123e4ae3",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-12T13:10:36.796658Z",
     "start_time": "2025-09-12T13:10:08.059628Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 季度同比\n",
    "growth_yoy = raw_growth[['code', 'f_ann_date', 'end_date', 'yoy_growth']].copy()\n",
    "growth_yoy.dropna(inplace=True)\n",
    "growth_yoy.rename(columns={'yoy_growth': 'signal'}, inplace=True)\n",
    "growth_yoy['signal'] = factor_standardize(growth_yoy['signal'], method='zscore')\n",
    "\n",
    "f_growth_yoy = FinancialFactor(growth_yoy, groupN=5)\n",
    "f_growth_yoy.group_report()\n",
    "f_growth_yoy.plotting_group_return()"
   ],
   "id": "f4098d230b8ad8de",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "分组异常，有效样本数2911, 唯一值数据[ 0.04244804 -0.20740195 -0.05463304 ...  0.11446638  1.40807526\n",
      "  1.46267073], 日期：2021-03-31\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2021-03-31, 采用rank+cut方式进行分组\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\utilities\\beforeTrading\\factorAnaly\\financialEngine.py:140: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  holding_ext.groupby(['group', 'start'])['ret']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-11T05:15:47.582325Z",
     "start_time": "2025-09-11T05:15:20.750037Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 季度环比\n",
    "growth_qoq = raw_growth[['code', 'f_ann_date', 'end_date', 'qoq_growth']].copy()\n",
    "growth_qoq.dropna(inplace=True)\n",
    "growth_qoq.rename(columns={'qoq_growth': 'signal'}, inplace=True)\n",
    "\n",
    "f_growth_qoq = FinancialFactor(growth_qoq, groupN=5)\n",
    "f_growth_qoq.group_report()\n",
    "f_growth_qoq.plotting_group_return()"
   ],
   "id": "a6187ad056525f",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\utilities\\beforeTrading\\factorAnaly\\financialEngine.py:140: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  holding_ext.groupby(['group', 'start'])['ret']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-11T05:17:10.202709Z",
     "start_time": "2025-09-11T05:16:43.938318Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 季度同比稳定性\n",
    "growth_yoy_1 = raw_growth[['code', 'f_ann_date', 'end_date', 'yoy_growth']].copy()\n",
    "growth_yoy_1.dropna(inplace=True)\n",
    "growth_yoy_1['signal'] = growth_yoy_1.groupby('code')['yoy_growth'].transform(lambda x: x.rolling(4).std())\n",
    "growth_yoy_1.dropna(inplace=True)\n",
    "\n",
    "f_growth_yoy_1 = FinancialFactor(growth_yoy_1, groupN=5)\n",
    "f_growth_yoy_1.group_report()\n",
    "f_growth_yoy_1.plotting_group_return()"
   ],
   "id": "c4265b9010220207",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\utilities\\beforeTrading\\factorAnaly\\financialEngine.py:140: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  holding_ext.groupby(['group', 'start'])['ret']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {},
   "cell_type": "code",
   "source": [
    "\"\"\"\n",
    "不同行业成长因子作用，按申万一级行业分类遍历，扣非净利润\n",
    "具有成长动量的行业：电子,公用事业,环保,机械设备,汽车,轻工制造,通信，银行，有色金属，\n",
    "基本在非成长股行情都有比较大的回撤\n",
    "\"\"\"\n",
    "sql_industry = \"\"\"\n",
    "    select distinct l1_code, l1_name from quant_research.sw_industry_constituent\n",
    "\"\"\"\n",
    "industry = pd.read_sql(sql_industry, con=engine)\n",
    "raw_growth1 = raw_growth[['code', 'f_ann_date', 'end_date', 'yoy_growth']].copy()\n",
    "\n",
    "for i in range(len(industry)):\n",
    "    _name = industry.iloc[i]['l1_name']\n",
    "    assert isinstance(_name, str)\n",
    "    _code = industry.iloc[i]['l1_code']\n",
    "    _sql = f\"\"\"\n",
    "        select ts_code from quant_research.sw_industry_constituent where l1_code = '{_code}' and is_new='Y'\n",
    "    \"\"\"\n",
    "    _ts_code = pd.read_sql(_sql, con=engine)\n",
    "    _growth = raw_growth1[raw_growth1['code'].isin(_ts_code['ts_code'])].copy()\n",
    "    _growth.rename(columns={'yoy_growth': _name}, inplace=True)\n",
    "    _growth.dropna(inplace=True)\n",
    "\n",
    "    f_growth_yoy_1 = FinancialFactor(_growth, groupN=5)\n",
    "    f_growth_yoy_1.group_report(signal_name=_name)\n",
    "    f_growth_yoy_1.plotting_group_return(signal_name=_name, is_save=True)"
   ],
   "id": "2e56cbce60fe02c2",
   "outputs": [],
   "execution_count": null
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "b47bb60758539afa"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
